---
layout: default
---

<div style="display:none;">
    $$\gdef \sam #1 {\mathrm{softargmax}(#1)}$$
    $$\gdef \vect #1 {\boldsymbol{#1}} $$
    $$\gdef \matr #1 {\boldsymbol{#1}} $$
    $$\gdef \E  {\mathbb{E}} $$
    $$\gdef \V  {\mathbb{V}} $$
    $$\gdef \R {\mathbb{R}} $$
    $$\gdef \N {\mathbb{N}} $$
    $$\gdef \relu #1 {\texttt{ReLU}(#1)} $$
    $$\gdef \D {\,\mathrm{d}} $$
    $$\gdef \deriv #1 #2 {\frac{\D #1}{\D #2}}$$
    $$\gdef \pd #1 #2 {\frac{\partial #1}{\partial #2}}$$
    $$\gdef \set #1 {\left\lbrace #1 \right\rbrace} $$

    % My colours

    $$\gdef \aqua #1 {\textcolor{8dd3c7}{#1}} $$
    $$\gdef \yellow #1 {\textcolor{ffffb3}{#1}} $$
    $$\gdef \lavender #1 {\textcolor{bebada}{#1}} $$
    $$\gdef \red #1 {\textcolor{fb8072}{#1}} $$
    $$\gdef \blue #1 {\textcolor{80b1d3}{#1}} $$
    $$\gdef \orange #1 {\textcolor{fdb462}{#1}} $$
    $$\gdef \green #1 {\textcolor{b3de69}{#1}} $$
    $$\gdef \pink #1 {\textcolor{fccde5}{#1}} $$
    $$\gdef \vgrey #1 {\textcolor{d9d9d9}{#1}} $$
    $$\gdef \violet #1 {\textcolor{bc80bd}{#1}} $$
    $$\gdef \unka #1 {\textcolor{ccebc5}{#1}} $$
    $$\gdef \unkb #1 {\textcolor{ffed6f}{#1}} $$

    % Vectors
    $$\gdef \vx {\pink{\vect{x }}} $$
    $$\gdef \vy {\blue{\vect{y }}} $$
    $$\gdef \vb {\vect{b}} $$
    $$\gdef \vz {\orange{\vect{z }}} $$
    $$\gdef \vtheta {\vect{\theta }} $$
    $$\gdef \vh {\green{\vect{h }}} $$
    $$\gdef \vq {\aqua{\vect{q }}} $$
    $$\gdef \vk {\yellow{\vect{k }}} $$
    $$\gdef \vv {\green{\vect{v }}} $$
    $$\gdef \vytilde {\violet{\tilde{\vect{y}}}} $$
    $$\gdef \vyhat {\red{\hat{\vect{y}}}} $$
    $$\gdef \vycheck {\blue{\check{\vect{y}}}} $$
    $$\gdef \vzcheck {\blue{\check{\vect{z}}}} $$
    $$\gdef \vztilde {\green{\tilde{\vect{z}}}} $$
    $$\gdef \vmu {\green{\vect{\mu}}} $$
    $$\gdef \vu {\orange{\vect{u}}} $$

    % Matrices
    $$\gdef \mW {\matr{W}} $$
    $$\gdef \mA {\matr{A}} $$
    $$\gdef \mX {\pink{\matr{X}}} $$
    $$\gdef \mY {\blue{\matr{Y}}} $$
    $$\gdef \mQ {\aqua{\matr{Q }}} $$
    $$\gdef \mK {\yellow{\matr{K }}} $$
    $$\gdef \mV {\lavender{\matr{V }}} $$
    $$\gdef \mH {\green{\matr{H }}} $$

    % Coloured math
    $$\gdef \cx {\pink{x}} $$
    $$\gdef \ctheta {\orange{\theta}} $$
    $$\gdef \cz {\orange{z}} $$
    $$\gdef \Enc {\lavender{\text{Enc}}} $$
    $$\gdef \Dec {\aqua{\text{Dec}}}$$
</div>

{% if page.lecturer %}
🎙️ <i>{{page.lecturer}}</i>
{% endif %}

{{ content }}


{% if page.authors or page.date or page.translator %}
<hr/>
{% endif %}

{% if page.authors %}
<!--Writing emoji is here but doesn't show up sometimes -->📝 <i>{{ page.authors }}</i>
{% endif %}

{% if page.translator %}
{% if page.lang %}
  {% assign thislang = page.lang %}
{% else %}
  {% assign thislang = "en" %}
{% endif %}
<br/>
<i class="fa flag-placeholder lang-is-{{ thislang }}"></i> <i>{{ page.translator }}</i>
{% endif %}

{% if page.date %}
<br/>
<i>{{ page.date }}</i>
{% endif %}
